{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 概念\n",
    "\n",
    "什么是散点图？\n",
    "反映两组变量每个数据点的值，并且从散点图可以看出它们之间的相关性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参数介绍\n",
    "plt.scatter(x, y, s=None, c=None, marker=None, cmap=None, norm=None, vmin=None, vmax=None, alpha=None, linewidths=None, verts=None, edgecolors=None)\n",
    "\n",
    "+ x,y 形如shape(n,)的数组，可选值\n",
    "+ s 代表点的大小\n",
    "+ c 代表点的填充颜色,点的颜色或颜色序列，默认蓝色。其它如c = 'r' (red); c = 'g' (green); c = 'k' (black) ; c = 'y'(yellow)\n",
    "+ marker 点的形状,可选值，默认是圆 \n",
    "> * '-'      实线  \n",
    "> * '--'    虚线  \n",
    "> * '-.'    点与线  \n",
    "> * ':'     点  \n",
    "> * '.'     点标记  \n",
    "> * ','    像素标记  \n",
    "> * 'o'    圆圈标记  \n",
    "> * 'v'    倒三角标记  \n",
    "> * '^'    正三角标记  \n",
    "> * '<'    左三角标记  \n",
    "> * '>'    右三角标记  \n",
    "> * '1'     向下Y标记  \n",
    "> * '2'    向上Y标记  \n",
    "> * '3'    向左Y标记  \n",
    "> * '4'    向右Y标记  \n",
    "> * 's'    正方形标记  \n",
    "> * 'p'    五角星标记  \n",
    "> * '*'     *标记  \n",
    "> * 'h'    六边形1 标记  \n",
    "> * 'H'    六边形2 标记  \n",
    "> * '+'    +标记  \n",
    "> * 'x'    x标记  \n",
    "> * 'D'    钻石标记  \n",
    "> * 'd'    薄砖石标记  \n",
    "> * '|'    垂直线标记  \n",
    "> * '_'    水平线标记 \n",
    "+ alpha：标量，可选，默认值：无， 0（透明）和1（不透明）之间的alpha混合值\n",
    "+ edgecolors 点的边界颜色或颜色序列，可选值，默认值：None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 正常显示中文标签\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "# 设置图大小8*5\n",
    "plt.rcParams['figure.figsize']=[8,5]\n",
    "\n",
    "# 设置字体大小\n",
    "plt.rcParams['font.size']=16\n",
    "\n",
    "# x轴标签大小\n",
    "plt.rcParams['xtick.labelsize']=16\n",
    "# y轴标签大小\n",
    "plt.rcParams['ytick.labelsize']=16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 身高数据（厘米）\n",
    "height = [140,161,170,182,175,173,165,155,150,120]\n",
    "# 体重数据（公斤）\n",
    "weight = [38,50,58,80,70,69,55,45,40,30]\n",
    "# 散点图\n",
    "plt.scatter(height,weight,s=300,alpha=0.5)\n",
    "\n",
    "plt.title('身高体重比例图')\n",
    "plt.xlabel('身高数据（厘米）')\n",
    "plt.ylabel('体重数据（公斤）')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 258\n",
    "x = np.random.normal(0,1,n)\n",
    "y = np.random.normal(0,1,n)\n",
    "t = np.arctan2(y,x) # 颜色值 atan2() 返回给定的 X 及 Y 坐标值的反正切值。\n",
    "\n",
    "# s=75 大小 ,c=t 颜色数量\n",
    "plt.scatter(x,y,s=100,c=t,alpha=0.75)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 1000\n",
    "x = np.random.randn(N) # 生成符合正态分布的 1000 个数据\n",
    "y = np.random.randn(N)\n",
    "# 点的边界颜色白色，大小500，marker 正方形标记,点的边界 2 (白边)，透明度0.8\n",
    "plt.scatter(x, y,alpha=0.8,edgecolors= 'w',s=500,marker='s', linewidths=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 身高数据（厘米）\n",
    "height = [140,161,170,182,175,173,165,155,150,120]\n",
    "# 体重数据（公斤）\n",
    "weight = [38,50,58,80,70,69,55,45,40,30]\n",
    "# 散点图\n",
    "plt.scatter(height,weight,s=500,c='y',alpha=0.5,edgecolors= 'r')\n",
    "\n",
    "plt.title('身高体重比例图')\n",
    "plt.xlabel('身高数据（厘米）')\n",
    "plt.ylabel('体重数据（公斤）')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
